{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Apache ECharts：一个基于 JavaScript 的开源可视化图表库\n",
    "\n",
    "* pyecharts：A Python Echarts Plotting Library(Python Echarts绘图库)\n",
    "\n",
    "* Bokeh：Bokeh is a Python library for creating interactive visualizations for modern web browsers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bokeh学习\n",
    "\n",
    "## 词条说明\n",
    "\n",
    "| 词条 | 用途 | 词条 | 用途 |\n",
    "| ----------- | ----------- | ----------- | ----------- |\n",
    "| application | Title | Header | Title |\n",
    "| Paragraph | Text | Paragraph | Text |\n",
    "\n",
    "\n",
    "\n",
    "## 主要接口\n",
    "\n",
    "<table>\n",
    "    <tr style=\"align:center\">\n",
    "        <td>接口</td> \n",
    "        <td>用途</td> \n",
    "        <td>接口</td> \n",
    "        <td>用途</td> \n",
    "   </tr>\n",
    "    <tr align=\"center\">\n",
    "  \t\t<td>bokeh.models</td> \n",
    "        <td>设置工具条、控制、图形样式属性及绘图数据等</td> \n",
    "        <td>bokeh.plotting</td> \n",
    "        <td>围绕figure()命令，绘制基本图形，如circle，wedge等</td> \n",
    "    </tr>\n",
    "    <tr>\n",
    "        <td>bokeh.layouts</td> \n",
    "        <td>图形显示方式，如row(),column(),grid(),gridplot()等</td> \n",
    "        <td>bokeh.io</td>\n",
    "        <td>图形保存或显示模式</td> \n",
    "    </tr>\n",
    "        <tr >\n",
    "        <td>bokeh.palettes</td> \n",
    "        <td>bokeh内置调色板</td> \n",
    "        <td>bokeh.settings</td> \n",
    "        <td>控制资源消耗、日志级别等</td> \n",
    "   </tr>\n",
    "</table>\n",
    "\n",
    "## bokeh.models 绘图\n",
    "\n",
    " > 1. bokeh.models，主要提供给开发者；\n",
    "\n",
    "## bokeh.plotting 绘图\n",
    "\n",
    "> 1. bokeh.plotting，主要围绕构建可视图像元素\n",
    "> 2. 作为小白用户，主要集中在plotting接口使用\n",
    "\n",
    "\n",
    "## figure(**kwargs)属性\n",
    "\n",
    "## 下载数据集\n",
    "\n",
    "## 绘图步骤\n",
    "\n",
    "* bokeh的一般步骤\n",
    "\n",
    "> 1. 展示方式\n",
    "> 1. 准备数据\n",
    "> 1. 画布基本属性\n",
    "> 1. 绘图\n",
    "> 1. 画布其他属性\n",
    "> 1. 显示或保存\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"156b9667-d06d-443e-b726-422e2a93208b\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"d69535fa-ae9d-40dc-b5a3-dada75bcf396\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\"}],\"center\":[{\"id\":\"1014\"},{\"id\":\"1018\"}],\"left\":[{\"id\":\"1015\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1036\"}],\"title\":{\"id\":\"1038\"},\"toolbar\":{\"id\":\"1026\"},\"x_range\":{\"id\":\"1003\"},\"x_scale\":{\"id\":\"1007\"},\"y_range\":{\"id\":\"1005\"},\"y_scale\":{\"id\":\"1009\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1025\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"1043\"},\"ticker\":{\"id\":\"1012\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1011\"},\"ticker\":null},\"id\":\"1014\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1041\"},\"ticker\":{\"id\":\"1016\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1015\"},\"dimension\":1,\"ticker\":null},\"id\":\"1018\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{\"overlay\":{\"id\":\"1025\"}},\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1041\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"yellow\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"yellow\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"1045\"},\"selection_policy\":{\"id\":\"1046\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"yellow\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"yellow\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1033\"},\"glyph\":{\"id\":\"1034\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1035\"},\"selection_glyph\":null,\"view\":{\"id\":\"1037\"}},\"id\":\"1036\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"d69535fa-ae9d-40dc-b5a3-dada75bcf396\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"156b9667-d06d-443e-b726-422e2a93208b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  导入库\n",
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()# 在notebook中显示\n",
    "\n",
    "#数据\n",
    "x =[1,2,3,4,5]\n",
    "y =[6,8,2,4,5]\n",
    "\n",
    "#画布：尺寸\n",
    "p = figure(plot_width=400,plot_height = 400)\n",
    "p.circle(x,y,size=20,color=\"yellow\",alpha=0.5)\n",
    "\n",
    "#显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制基本图形\n",
    "\n",
    "## 绘图方法\n",
    "\n",
    "* 基本图元\n",
    "> Bokeh figure()类 基本图元绘制方法，灵活的使用，可以绘制复杂图形，图形可以用不同的基本图元实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"fa5e78d1-0ffd-4802-a69f-601e7d537a6e\" data-root-id=\"1837\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"ffa81c67-7932-4ef6-b64b-b2b5d26a19db\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1836\"},{\"id\":\"1834\"}]},\"id\":\"1837\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1763\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"1811\"}},\"id\":\"1815\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1827\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"children\":[[{\"id\":\"1740\"},0,0],[{\"id\":\"1778\"},0,1]]},\"id\":\"1834\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"1790\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1829\"},\"ticker\":{\"id\":\"1790\"}},\"id\":\"1789\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1832\"},\"selection_policy\":{\"id\":\"1831\"}},\"id\":\"1811\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1801\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"1773\"}},\"id\":\"1777\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1762\",\"type\":\"SaveTool\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"1779\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1829\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"1765\"}},\"id\":\"1761\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1764\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1831\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1745\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1785\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1832\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"1755\"},\"dimension\":1,\"ticker\":null},\"id\":\"1758\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1781\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1803\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_color\":{\"value\":\"#888888\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#888888\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1774\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"formatter\":{\"id\":\"1827\"},\"ticker\":{\"id\":\"1794\"}},\"id\":\"1793\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1823\"},\"selection_policy\":{\"id\":\"1822\"}},\"id\":\"1773\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"toolbars\":[{\"id\":\"1766\"},{\"id\":\"1804\"}],\"tools\":[{\"id\":\"1759\"},{\"id\":\"1760\"},{\"id\":\"1761\"},{\"id\":\"1762\"},{\"id\":\"1763\"},{\"id\":\"1764\"},{\"id\":\"1797\"},{\"id\":\"1798\"},{\"id\":\"1799\"},{\"id\":\"1800\"},{\"id\":\"1801\"},{\"id\":\"1802\"}]},\"id\":\"1835\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"1749\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1820\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1802\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#911005\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#911005\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1813\",\"type\":\"Annulus\"},{\"attributes\":{},\"id\":\"1752\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1797\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1794\",\"type\":\"BasicTicker\"},{\"attributes\":{\"toolbar\":{\"id\":\"1835\"},\"toolbar_location\":\"above\"},\"id\":\"1836\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"formatter\":{\"id\":\"1820\"},\"ticker\":{\"id\":\"1752\"}},\"id\":\"1751\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1751\"},\"ticker\":null},\"id\":\"1754\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"1741\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"1789\"},\"ticker\":null},\"id\":\"1792\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1747\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"1803\"}},\"id\":\"1799\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1783\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1800\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1760\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1822\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"below\":[{\"id\":\"1751\"}],\"center\":[{\"id\":\"1754\"},{\"id\":\"1758\"}],\"left\":[{\"id\":\"1755\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"1776\"}],\"title\":{\"id\":\"1741\"},\"toolbar\":{\"id\":\"1766\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1743\"},\"x_scale\":{\"id\":\"1747\"},\"y_range\":{\"id\":\"1745\"},\"y_scale\":{\"id\":\"1749\"}},\"id\":\"1740\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1773\"},\"glyph\":{\"id\":\"1774\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1775\"},\"selection_glyph\":null,\"view\":{\"id\":\"1777\"}},\"id\":\"1776\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#888888\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#888888\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1775\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"formatter\":{\"id\":\"1818\"},\"ticker\":{\"id\":\"1756\"}},\"id\":\"1755\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1759\"},{\"id\":\"1760\"},{\"id\":\"1761\"},{\"id\":\"1762\"},{\"id\":\"1763\"},{\"id\":\"1764\"}]},\"id\":\"1766\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"1811\"},\"glyph\":{\"id\":\"1812\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1813\"},\"selection_glyph\":null,\"view\":{\"id\":\"1815\"}},\"id\":\"1814\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1798\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"1789\"}],\"center\":[{\"id\":\"1792\"},{\"id\":\"1796\"}],\"left\":[{\"id\":\"1793\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"1814\"}],\"title\":{\"id\":\"1779\"},\"toolbar\":{\"id\":\"1804\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1781\"},\"x_scale\":{\"id\":\"1785\"},\"y_range\":{\"id\":\"1783\"},\"y_scale\":{\"id\":\"1787\"}},\"id\":\"1778\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1743\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1787\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1756\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1759\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#911005\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#911005\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1812\",\"type\":\"Annulus\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1765\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1823\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1818\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1797\"},{\"id\":\"1798\"},{\"id\":\"1799\"},{\"id\":\"1800\"},{\"id\":\"1801\"},{\"id\":\"1802\"}]},\"id\":\"1804\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"1793\"},\"dimension\":1,\"ticker\":null},\"id\":\"1796\",\"type\":\"Grid\"}],\"root_ids\":[\"1837\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"ffa81c67-7932-4ef6-b64b-b2b5d26a19db\",\"root_ids\":[\"1837\"],\"roots\":{\"1837\":\"fa5e78d1-0ffd-4802-a69f-601e7d537a6e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1837"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基本图元绘制\n",
    "import numpy as np\n",
    "\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2,2,N)\n",
    "y=x**2\n",
    "sizes=np.linspace(10,20,N)\n",
    "xpts = np.array([-.09,-.12,.0,.12,.09])\n",
    "ypts = np.array([-.1,.02,.1,.02,-.1])\n",
    "\n",
    "#画布列表\n",
    "figures=[]\n",
    "\n",
    "#p=figure(title=\"annular_wedge\",plot_width=400,plot_height=400)\n",
    "\n",
    "p = figure(title=\"annular_wedge\")\n",
    "#绘制\n",
    "#1.annular_wedge\n",
    "p.annular_wedge(x,y,10,20,0.6,4.1,color=\"#888888\",\n",
    "                inner_radius_units=\"screen\",\n",
    "                outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "#2.annulus\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x,y,10,20,color=\"#911005\",\n",
    "         inner_radius_units=\"screen\",\n",
    "         outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "#显示图形\n",
    "# show(p)\n",
    "# 显示一组图形\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 查看figure(**kwargs)常用基本属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function figure in module bokeh.plotting.figure:\n",
      "\n",
      "figure(**kwargs)\n",
      "    Create a new Figure for plotting.\n",
      "    \n",
      "    A subclass of :class:`~bokeh.models.plots.Plot` that simplifies plot\n",
      "    creation with default axes, grids, tools, etc.\n",
      "    \n",
      "    Figure objects have many glyph methods that can be used to draw\n",
      "    vectorized graphical glyphs:\n",
      "    \n",
      "    .. hlist::\n",
      "        :columns: 3\n",
      "    \n",
      "        * :func:`~bokeh.plotting.figure.Figure.annular_wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.annulus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.arc`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.asterisk`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.bezier`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_y`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dash`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ellipse`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.harea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex_tile`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_rgba`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_url`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.inverted_triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_polygons`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.oval`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patch`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patches`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.plus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quad`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quadratic`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ray`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.rect`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.segment`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.step`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.text`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.varea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.vbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.y`\n",
      "    \n",
      "    There is a scatter function that can be parameterized by marker type:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.scatter`\n",
      "    \n",
      "    There are also specialized methods for stacking bars:\n",
      "    \n",
      "    * bars: :func:`~bokeh.plotting.figure.Figure.hbar_stack`, :func:`~bokeh.plotting.figure.Figure.vbar_stack`\n",
      "    * lines: :func:`~bokeh.plotting.figure.Figure.hline_stack`, :func:`~bokeh.plotting.figure.Figure.vline_stack`\n",
      "    * areas: :func:`~bokeh.plotting.figure.Figure.harea_stack`, :func:`~bokeh.plotting.figure.Figure.varea_stack`\n",
      "    \n",
      "    As well as one specialized method for making simple hexbin plots:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.hexbin`\n",
      "    \n",
      "    In addition to all the ``Figure`` property attributes, the following\n",
      "    options are also accepted:\n",
      "    \n",
      "    .. bokeh-options:: FigureOptions\n",
      "        :module: bokeh.plotting.figure\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(figure)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图（scatter）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"9044b423-6c5a-4c2c-b652-62e2bbdab3a5\" data-root-id=\"1101\"></div>\n"
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     },
     "metadata": {},
     "output_type": "display_data"
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       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"5eb28056-6c3e-46a4-8907-6a26d9286846\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1110\"}],\"center\":[{\"id\":\"1113\"},{\"id\":\"1117\"}],\"left\":[{\"id\":\"1114\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1135\"}],\"title\":{\"id\":\"1146\"},\"toolbar\":{\"id\":\"1125\"},\"x_range\":{\"id\":\"1102\"},\"x_scale\":{\"id\":\"1106\"},\"y_range\":{\"id\":\"1104\"},\"y_scale\":{\"id\":\"1108\"}},\"id\":\"1101\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"pink\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"pink\"},\"radius\":{\"units\":\"data\",\"value\":0.1},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1134\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1149\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1124\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1102\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"1151\"},\"ticker\":{\"id\":\"1111\"}},\"id\":\"1110\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1106\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1151\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1104\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1108\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1118\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1111\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1110\"},\"ticker\":null},\"id\":\"1113\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1149\"},\"ticker\":{\"id\":\"1115\"}},\"id\":\"1114\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1115\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1114\"},\"dimension\":1,\"ticker\":null},\"id\":\"1117\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1154\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1118\"},{\"id\":\"1119\"},{\"id\":\"1120\"},{\"id\":\"1121\"},{\"id\":\"1122\"},{\"id\":\"1123\"}]},\"id\":\"1125\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"HelpTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1124\"}},\"id\":\"1120\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1121\",\"type\":\"SaveTool\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"1153\"},\"selection_policy\":{\"id\":\"1154\"}},\"id\":\"1132\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1122\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"pink\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"pink\"},\"radius\":{\"units\":\"data\",\"value\":0.1},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1133\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"1132\"},\"glyph\":{\"id\":\"1133\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1134\"},\"selection_glyph\":null,\"view\":{\"id\":\"1136\"}},\"id\":\"1135\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1132\"}},\"id\":\"1136\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1146\",\"type\":\"Title\"}],\"root_ids\":[\"1101\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"5eb28056-6c3e-46a4-8907-6a26d9286846\",\"root_ids\":[\"1101\"],\"roots\":{\"1101\":\"9044b423-6c5a-4c2c-b652-62e2bbdab3a5\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1101"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#数据\n",
    "x=[1,2,3,4,5]\n",
    "y=[6,7,2,4,5]\n",
    "\n",
    "\n",
    "# 画布：尺寸\n",
    "p = figure(plot_width=400,plot_height=400)\n",
    "\n",
    "# 画图\n",
    "p.scatter(x,y,\n",
    "         size = 20,  # 显示器像素单位\n",
    "         radius=0.1, # 坐标轴单位\n",
    "         marker='circle',color=\"pink\",alpha=0.5)\n",
    "\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 查看circle常用属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method circle in module bokeh.plotting.figure:\n",
      "\n",
      "circle(x, y, *, angle=0.0, angle_units='rad', fill_alpha=1.0, fill_color='gray', line_alpha=1.0, line_cap='butt', line_color='black', line_dash=[], line_dash_offset=0, line_join='bevel', line_width=1, name=None, radius=None, radius_dimension='x', radius_units='data', size=4, tags=[], **kwargs) method of bokeh.plotting.figure.Figure instance\n",
      "    Configure and add :class:`~bokeh.models.markers.Circle` glyphs to this Figure.\n",
      "    \n",
      "    Args:\n",
      "        x (:class:`~bokeh.core.properties.NumberSpec` ):\n",
      "            The x-axis coordinates for the center of the markers.\n",
      "    \n",
      "        y (:class:`~bokeh.core.properties.NumberSpec` ):\n",
      "            The y-axis coordinates for the center of the markers.\n",
      "    \n",
      "    \n",
      "    Keyword args:\n",
      "        angle (:class:`~bokeh.core.properties.AngleSpec` ):\n",
      "            The angles to rotate the markers.\n",
      "    \n",
      "            (default: 0.0)\n",
      "    \n",
      "        angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  ), optional):\n",
      "    \n",
      "            (default: rad)\n",
      "    \n",
      "        fill_alpha (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The fill alpha values for the markers.\n",
      "    \n",
      "            (default: 1.0)\n",
      "    \n",
      "        fill_color (:class:`~bokeh.core.properties.ColorSpec` , optional):\n",
      "            The fill color values for the markers.\n",
      "    \n",
      "            (default: gray)\n",
      "    \n",
      "        line_alpha (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The line alpha values for the markers.\n",
      "    \n",
      "            (default: 1.0)\n",
      "    \n",
      "        line_cap (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineCap`  ), optional):\n",
      "            The line cap values for the markers.\n",
      "    \n",
      "            (default: butt)\n",
      "    \n",
      "        line_color (:class:`~bokeh.core.properties.ColorSpec` , optional):\n",
      "            The line color values for the markers.\n",
      "    \n",
      "            (default: black)\n",
      "    \n",
      "        line_dash (:class:`~bokeh.core.properties.DashPattern` ):\n",
      "            The line dash values for the markers.\n",
      "    \n",
      "            (default: [])\n",
      "    \n",
      "        line_dash_offset (:class:`~bokeh.core.properties.Int` ):\n",
      "            The line dash offset values for the markers.\n",
      "    \n",
      "            (default: 0)\n",
      "    \n",
      "        line_join (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineJoin`  ), optional):\n",
      "            The line join values for the markers.\n",
      "    \n",
      "            (default: bevel)\n",
      "    \n",
      "        line_width (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The line width values for the markers.\n",
      "    \n",
      "            (default: 1)\n",
      "    \n",
      "        name (:class:`~bokeh.core.properties.String` ):\n",
      "            An arbitrary, user-supplied name for this model.\n",
      "        \n",
      "            This name can be useful when querying the document to retrieve specific\n",
      "            Bokeh models.\n",
      "        \n",
      "            .. code:: python\n",
      "        \n",
      "                >>> plot.circle([1,2,3], [4,5,6], name=\"temp\")\n",
      "                >>> plot.select(name=\"temp\")\n",
      "                [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]\n",
      "        \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any names\n",
      "                that are provided, nor is the name used directly by Bokeh for any\n",
      "                reason.\n",
      "    \n",
      "        radius (:class:`~bokeh.core.properties.DistanceSpec` ):\n",
      "            The radius values for circle markers (in \"data space\" units, by default).\n",
      "        \n",
      "            .. note::\n",
      "                Circle markers are slightly unusual in that they support specifying\n",
      "                a radius in addition to a size. Only one of ``radius`` or ``size``\n",
      "                should be given.\n",
      "        \n",
      "            .. warning::\n",
      "                Note that ``Circle`` glyphs are always drawn as circles on the screen,\n",
      "                even in cases where the data space aspect ratio is not 1-1. In all\n",
      "                cases where radius values are specified, the \"distance\" for the radius\n",
      "                is measured along the dimension specified by ``radius_dimension``. If\n",
      "                the aspect ratio is very large or small, the drawn circles may appear\n",
      "                much larger or smaller than expected. See :bokeh-issue:`626` for more\n",
      "                information.\n",
      "    \n",
      "        radius_dimension (:class:`~bokeh.core.properties.Enum` ( Enumeration(x, y, max, min) ), optional):\n",
      "            What dimension to measure circle radii along.\n",
      "        \n",
      "            When the data space aspect ratio is not 1-1, then the size of the drawn\n",
      "            circles depends on what direction is used to measure the \"distance\" of\n",
      "            the radius. This property allows that direction to be controlled.\n",
      "        \n",
      "            Setting this dimension to 'max' will calculate the radius on both the x\n",
      "            and y dimensions and use the maximum of the two, 'min' selects the minimum.\n",
      "    \n",
      "            (default: x)\n",
      "    \n",
      "        radius_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.SpatialUnits`  ), optional):\n",
      "    \n",
      "            (default: data)\n",
      "    \n",
      "        size (:class:`~bokeh.core.properties.ScreenDistanceSpec` , optional):\n",
      "            The size (diameter) values for the markers in screen space units.\n",
      "    \n",
      "            (default: 4)\n",
      "    \n",
      "        tags (:class:`~bokeh.core.properties.List` ( :class:`~bokeh.core.properties.Any`  )):\n",
      "            An optional list of arbitrary, user-supplied values to attach to this\n",
      "            model.\n",
      "        \n",
      "            This data can be useful when querying the document to retrieve specific\n",
      "            Bokeh models:\n",
      "        \n",
      "            .. code:: python\n",
      "        \n",
      "                >>> r = plot.circle([1,2,3], [4,5,6])\n",
      "                >>> r.tags = [\"foo\", 10]\n",
      "                >>> plot.select(tags=['foo', 10])\n",
      "                [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]\n",
      "        \n",
      "            Or simply a convenient way to attach any necessary metadata to a model\n",
      "            that can be accessed by ``CustomJS`` callbacks, etc.\n",
      "        \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any tags\n",
      "                that are provided, nor are the tags used directly by Bokeh for any\n",
      "                reason.\n",
      "    \n",
      "            (default: [])\n",
      "    \n",
      "    \n",
      "    \n",
      "    Other Parameters:\n",
      "        alpha (float, optional) :\n",
      "            An alias to set all alpha keyword arguments at once. (default: None)\n",
      "    \n",
      "            Alpha values must be between 0 (fully transparent) and 1 (fully opaque).\n",
      "    \n",
      "            Any explicitly set values for ``line_alpha``, etc. will override this\n",
      "            setting.\n",
      "    \n",
      "        color (Color, optional) :\n",
      "            An alias to set all color keyword arguments at once. (default: None)\n",
      "    \n",
      "            Acceptable values for colors are described in the `Specifying Colors`_\n",
      "            section of the User's Guide.\n",
      "    \n",
      "            Any explicitly set values for ``line_color``, etc. will override this\n",
      "            setting.\n",
      "    \n",
      "            .. _Specifying Colors: https://docs.bokeh.org/en/latest/docs/user_guide/styling.html#specifying-colors\n",
      "    \n",
      "        legend_field (str, optional) :\n",
      "            Specify that the glyph should produce multiple legend entried by\n",
      "            `Grouping in the Browser`_. The value of this parameter is the name of a\n",
      "            column in the data source that should be used or the grouping.\n",
      "    \n",
      "            The grouping is performed *in JavaScript*, at the time time the Bokeh\n",
      "            content is rendered in the browser. If the data is subsequently updated,\n",
      "            the legend will automatically re-group.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Grouping in the Browser: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#automatic-grouping-browser\n",
      "    \n",
      "        legend_group (str, optional) :\n",
      "            Specify that the glyph should produce multiple legend entried by\n",
      "            `Grouping in Python`_. The value of this parameter is the name of a\n",
      "            column in the data source that should be used or the grouping.\n",
      "    \n",
      "            The grouping is performed in Python, before the Bokeh output is sent to\n",
      "            a browser. If the date is subsequently updated, the legend will *not*\n",
      "            automatically re-group.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Grouping in Python: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#automatic-grouping-python\n",
      "    \n",
      "        legend_label (str, optional) :\n",
      "            Specify that the glyph should produce a single `Basic Legend Label`_ in\n",
      "            the legend. The legend entry is labeled with exactly the text supplied\n",
      "            here.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Basic Legend Label: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#basic-legend-label\n",
      "    \n",
      "        muted (bool, optionall) :\n",
      "            Whether the glyph should be rendered as muted (default: False)\n",
      "    \n",
      "            For this to be useful, an ``muted_glyph`` must be configured on the\n",
      "            returned ``GlyphRender``. This can be done by explicitly creating a\n",
      "            ``Glyph`` to use, or more simply by passing e.g. ``muted_color``, etc.\n",
      "            to this glyph function.\n",
      "    \n",
      "        name (str, optional) :\n",
      "            An optional user-supplied name to attach to the renderer (default: None)\n",
      "    \n",
      "            Bokeh does not use this value in any way, but it may be useful for\n",
      "            searching a Bokeh document to find a specific model.\n",
      "    \n",
      "        source (ColumnDataSource, optional) :\n",
      "            A user-supplied data source. (defatult: None)\n",
      "    \n",
      "            If not supplied, Bokeh will automatically construct an internal\n",
      "            ``ColumnDataSource`` with default column names from the coordinates and\n",
      "            other arguments that were passed-in as literal list or array values.\n",
      "    \n",
      "            If supplied, Bokeh will use the supplied data source to drive the glyph.\n",
      "            In this case, literal list or arrays may not be used for coordinates or\n",
      "            other arguments. Only singular fixed valued (e.g. ``x=10``) or column\n",
      "            names in the data souce (e.g. ``x=\"time\"``) are permitted.\n",
      "    \n",
      "        view (CDSView, optional) :\n",
      "            A view for filtering the data source. (default: None)\n",
      "    \n",
      "        visible (bool, optional) :\n",
      "            Whether the glyph should be rendered. (default: True)\n",
      "    \n",
      "        x_range_name (str, optional) :\n",
      "            The name of an extra range to use for mapping x-coordinates.\n",
      "            (default: None)\n",
      "    \n",
      "            If not supplied, then the default ``y_range`` of the plot will be used\n",
      "            for coordinate mapping.\n",
      "    \n",
      "        y_range_name (str, optional) :\n",
      "            The name of an extra range to use for mapping y-coordinates.\n",
      "            (default: None)\n",
      "    \n",
      "            If not supplied, then the default ``y_range`` of the plot will be used\n",
      "            for coordinate mapping.\n",
      "    \n",
      "        level (RenderLevel, optional) :\n",
      "            Specify the render level order for this glyph.\n",
      "    \n",
      "    \n",
      "    \n",
      "    It is also possible to set the color and alpha parameters of extra glyphs for\n",
      "    selection, nonselection, hover, or muted. To do so, add the relevane prefix to\n",
      "    any visual parameter. For example, pass ``nonselection_alpha`` to set the line\n",
      "    and fill alpha for nonselect, or ``hover_fill_alpha`` to set the fill alpha for\n",
      "    hover. See the `Glyphs`_ section od the User's Guide for full details.\n",
      "    \n",
      "    .. _Glyphs: https://docs.bokeh.org/en/latest/docs/user_guide/styling.html#glyphs\n",
      "    \n",
      "    Returns:\n",
      "        :class:`~bokeh.models.renderers.GlyphRenderer`\n",
      "    \n",
      "    \n",
      "    .. note::\n",
      "        Only one of ``size`` or ``radius`` should be provided. Note that ``radius``\n",
      "        defaults to data units.\n",
      "    \n",
      "    Examples:\n",
      "    \n",
      "        .. bokeh-plot::\n",
      "            :source-position: above\n",
      "    \n",
      "            from bokeh.plotting import figure, output_file, show\n",
      "    \n",
      "            plot = figure(plot_width=300, plot_height=300)\n",
      "            plot.circle(x=[1, 2, 3], y=[1, 2, 3], size=20)\n",
      "    \n",
      "            show(plot)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(p.circle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入库\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"94d49f4a-5666-4a47-9f2b-06205247d870\" data-root-id=\"1209\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1335\"},\"selection_policy\":{\"id\":\"1336\"}},\"id\":\"1253\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1328\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"1238\"}},\"id\":\"1230\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1228\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null},\"id\":\"1232\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"1214\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1328\"},\"ticker\":{\"id\":\"1223\"}},\"id\":\"1222\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1231\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1335\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"1239\"}},\"id\":\"1236\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"source\":{\"id\":\"1253\"}},\"id\":\"1257\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1216\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1222\"},\"dimension\":1,\"ticker\":null},\"id\":\"1225\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1219\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1330\"},\"ticker\":{\"id\":\"1219\"}},\"id\":\"1218\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1330\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"1239\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"1212\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"1240\"}},\"id\":\"1235\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1325\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"1218\"},\"ticker\":null},\"id\":\"1221\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1227\",\"type\":\"CrosshairTool\"}],\"root_ids\":[\"1209\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"2d4982d6-d793-49ac-8cd1-6385400eca66\",\"root_ids\":[\"1209\"],\"roots\":{\"1209\":\"94d49f4a-5666-4a47-9f2b-06205247d870\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1209"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"dae06421-e0ff-4d5f-894d-a75b88d6e84d\" data-root-id=\"1258\"></div>\n"
      ]
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1449\"},\"selection_policy\":{\"id\":\"1450\"}},\"id\":\"1302\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"1281\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"1449\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"1442\"},\"ticker\":{\"id\":\"1272\"}},\"id\":\"1271\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1276\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1288\"}},\"id\":\"1285\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1287\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"1288\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"1268\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1278\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1450\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1261\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1275\"},{\"id\":\"1276\"},{\"id\":\"1277\"},{\"id\":\"1278\"},{\"id\":\"1279\"},{\"id\":\"1280\"},{\"id\":\"1281\"},{\"id\":\"1282\"},{\"id\":\"1283\"},{\"id\":\"1284\"},{\"id\":\"1285\"}]},\"id\":\"1290\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"1271\"},\"dimension\":1,\"ticker\":null},\"id\":\"1274\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1286\",\"type\":\"BoxAnnotation\"}],\"root_ids\":[\"1258\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"ed67402b-ad68-4381-9482-b3b7bea9e36f\",\"root_ids\":[\"1258\"],\"roots\":{\"1258\":\"dae06421-e0ff-4d5f-894d-a75b88d6e84d\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1258"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"2e290b59-84de-4db7-9771-dcc631232fa1\" data-root-id=\"1552\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "(function(root) {\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1449\"},\"selection_policy\":{\"id\":\"1450\"}},\"id\":\"1302\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"1281\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"1335\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1449\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1276\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1288\"}},\"id\":\"1285\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"1288\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"1278\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1450\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"overlay\":{\"id\":\"1287\"}},\"id\":\"1279\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1282\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1272\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"1289\"}},\"id\":\"1284\",\"type\":\"PolySelectTool\"},{\"attributes\":{},\"id\":\"1280\",\"type\":\"ResetTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1439\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1263\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1237\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1336\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1267\"},\"ticker\":null},\"id\":\"1270\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1238\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1442\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1265\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1444\"},\"ticker\":{\"id\":\"1268\"}},\"id\":\"1267\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1444\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"toolbar\":{\"id\":\"1550\"},\"toolbar_location\":\"above\"},\"id\":\"1551\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"formatter\":{\"id\":\"1442\"},\"ticker\":{\"id\":\"1272\"}},\"id\":\"1271\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1268\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1261\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"1271\"},\"dimension\":1,\"ticker\":null},\"id\":\"1274\",\"type\":\"Grid\"}],\"root_ids\":[\"1552\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"7a081656-40b7-4394-a881-e02a1d157cf5\",\"root_ids\":[\"1552\"],\"roots\":{\"1552\":\"2e290b59-84de-4db7-9771-dcc631232fa1\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1552"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
